A feature selection methodology for steganalysis

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 4105 LNCS, Issue , 2006, Pages 49-56

  Miche, Yoan ^a   Roue, Benoit ^b   Lendasse, Amaury ^a   Bas, Patrick ^a,b  

^a AALTO UNIVERSITY   (Finland)

^b Laboratoire des Images et des Signaux   (France)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTER SOFTWARE; IMAGE ANALYSIS; OPTIMIZATION; SOFTWARE ENGINEERING;

CLASSIFICATION PERFORMANCES; STEGANALYSIS; SUPPORT VECTOR MACHINES (SVM);

FEATURE EXTRACTION;

EID: 33750990501     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/11848035_9     Document Type: Conference Paper

References (11)

1. J.Fridrich. (In: 6th Information Hiding Workshop, LNCS, vol. 3200)
2. S.Dumitrescu, X.Wu, Z.Wang: Detection of LSB steganography via sample pair analysis. In: IEEE transactions on Signal Processing. (2003) 1995-2007
3. B.Roue, P.Bas, J-M.Chassery: Improving lsb steganalysis using marginal and joint probabilistic distributions. In: Multimedia and Security Workshop, Magdeburg (2004)
4. th International Workshop on Information Hiding, Netherlands (2002)
5. T.Pevny, J.Fridrich: Toward multi-class blind steganalyser for jpeg images. In: International Workshop on Digital Watermarking, LNCS vol. 3710. (2005) 39-53
6. Weston, J., Mukherjee, S., Chapelle, O., Pontil, M., Poggio, T., Vapnik, V.: Feature selection for SVMs. In Leen, T.K., Dietterich, T.G., Tresp, V., eds.: NIPS, MIT Press (2000) 668-674
7. Efron, B., Tibshirani, R.: An Introduction to the Bootstrap. Chapman and Hall, London (1993)
8. Zhang, T.: An introduction to support vector machines and other kernel-based learning methods. AI Magazine (2001) 103-104
9. Rossi, F., Lendasse, A., François, D., Wertz, V., Verleysen, M.: Mutual information for the selection of relevant variables in spectrometric nonlinear modelling. Chemometrics and Intelligent Laboratory Systems, vol 80 (2006) 215-226
10. Proves, N.: Defending against statistical steganalysis. In USENIX, ed.: Proceedings of the Tenth USENIX Security Symposium, August 13-17, 2001, Washington, DC, USA, USENIX (2001)
11. Ronneberger, O.: Libsvmtl extensions to libsvm. http://lmb.informatik. unifreiburg.de/lmbsoft/libsvmtl/ (2004)